Experimental investigation and Numerical Analysis of Horizontally Placed Flat Pulsating Heat Pipe for Electronic Cooling
Bibliographic record
Abstract
The experimental investigation and numerical analysis of horizontally placed flat pulsating heat pipe is carried out.The flat pulsating heat pipe with a width of 11 mm and thickness of 2mm is used for experimental investigation.Out of the total volume of the tube 72 % of the volume is filled with water as working fluid.The processor of a computer act as heat source.The flat pulsating heat pipe takes heat from the processor of and rejects heat at another end.The externally powered fan is used to increase the rate of heat transfer.During the operation the 8 watts of power is consumed by the processor.The maximum temperature recorded during the operation of processor of computer is 323 K.The temperatures are measured with the help of digital laser thermometer.The numerical model is developed with Ansys design modeler.The volume of fluid approach is used to predict the physics of fluid flow during complex phenomenon of evaporation and condensation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".